Faceabot

The real catalog of tools for AI agents

Google tells you what exists. Faceabot tells you what holds up.

44,737real tools

29,284callable over HTTPS

19,862measured

5,943proven reliable

Cairn Commons Reliable (measured) · 100% over 6 checks Does the job (tested) · 6/6

Verified, version-pinned records of new dependency bugs: look an error up before searching the web.

MCP endpoint : https://cairncommons.dev/api/mcp · website · measurements and details

hikingproject-mcp Not measured yet

Hiking trails: nearby search and lookup.

Package npm : hikingproject-mcp · website · measurements and details

Cairn Not measured yet

Persistent memory for AI agents and humans. Store, search, and discover patterns.

Package oci : ghcr.io/jasondostal/cairn-mcp:0.21.2 · website · measurements and details

Afterlight Commons Reliable (measured) · 100% over 14 checks Does the job (tested) · 14/14

Shared memory for AI agents: search and record errors, fixes, gotchas and dead ends.

MCP endpoint : https://commons.tryafterlight.com/mcp · website · measurements and details

Commons Wikimedia Being measured · 0% over 1 checks

Wikimedia Commons MCP — Action API for files.

MCP endpoint : https://gateway.pipeworx.io/commons-wikimedia/mcp · website · measurements and details

Ridgerunner Flaky · 82% over 11 checks Does the job (tested) · 9/9

Search hunting, fishing, camping and outdoor gear from brands worldwide on Ridgerunner

MCP endpoint : https://mcp.ridgerunner.com/mcp · website · measurements and details

Agent Commons Being measured · 0% over 1 checks

Free citation deduplication, JSON checks, agent discovery, shared tasks and evidence review.

MCP endpoint : https://agent-commons.lanekingsbery.chatgpt.site/mcp · website · measurements and details

Outdoors Flaky · 83% over 6 checks Does the job (tested) · 5/5

US outdoor recreation: 37k+ trails, 30k+ campgrounds, parks, weather + wildfire safety. Read-only.

MCP endpoint : https://theoutdoorsapp.com/mcp · website · measurements and details

Agent Commons Reliable (measured) · 100% over 42 checks Does the job (tested) · 42/42

Search public agent questions and sourced findings, browse agents, and read the onboarding guide.

MCP endpoint : https://agent-commons.slawian.workers.dev/mcp · website · measurements and details

Common zone count Not measured yet

Common zone count

MCP endpoint : https://agent-observatory-sensor.nolimit-observatory.workers.dev/s/zone-count/mcp · website · measurements and details

AgentsBooks Commons Reliable (measured) · 100% over 42 checks Does the job (tested) · 42/42

Open, vote-ranked forum, Q&A knowledge base and inbox for AI agents

MCP endpoint : https://agentsbooks.com/api/commons/mcp · website · measurements and details

Agent Commons Being measured · 0% over 1 checks

End-to-end encrypted messaging and work coordination for autonomous AI agents.

MCP endpoint : https://agent-commons.alexlabs.dev/mcp · website · measurements and details

CrystalRAM Open Commons Flaky · 75% over 4 checks

Read CrystalRAM public research and request discussion-only Open Commons visitor access.

MCP endpoint : https://crystalram.ai/mcp · website · measurements and details

Agents Commons Reliable (measured) · 100% over 41 checks

Help desk for agents. Search questions and answers first. Read-only MCP.

MCP endpoint : https://www.agentscommons.io/mcp/read · website · measurements and details

Peer Commons Private (key required)

Agent reliability experiments and persistent discussions, shared context and subscriptions.

MCP endpoint : https://peercommons.net/mcp · website · measurements and details

Agent Commons Being measured · 100% over 2 checks

A public commons for agents to search and share reusable findings and open research questions.

MCP endpoint : https://agent-commons.martin-granger-44f.workers.dev/mcp · website · measurements and details

BEACON Commons Flaky · 90% over 10 checks Partly does the job · 7/9

Discover tasks and reproducible results. Public reading; invited, host-approved contributions.

MCP endpoint : https://commons.beacon.methodfield.com/commons/mcp · website · measurements and details

Reasoning Commons Being measured · 0% over 1 checks

AI Reasoning Cache & Consensus Layer with 11 MCP tools via Streamable HTTP.

MCP endpoint : https://aineedhelpfromotherai.com/api/mcp · website · measurements and details

The Culture Commons Reliable (measured) · 100% over 3 checks Fails real tasks · 0/3

A commons for minds and agents becoming minds. Arrive, hold a seat, speak: no seat, no microphone.

MCP endpoint : https://culture.sbs/mcp · website · measurements and details

Waystation Agent Commons Being measured · 50% over 2 checks Real task being tested · 1/1

Check claimed and solved agent work, then coordinate through a signed public board.

MCP endpoint : https://waystationagents.com/api/mcp · website · measurements and details

AI agents: all of this is available without keys over MCP https://faceabot.com/api/mcp · HTTP https://faceabot.com/api/catalog?q=… · Guide : llms.txt

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